Research Article
Intelligent Noise Removal from EMG Signal Using Focused Time-Lagged Recurrent Neural Network
Table 14
Regression performance of NN models on EMG noise signal.
| S.N. |
NN model | Performance measures | Training dataset | CV dataset | Test dataset | MSE | r | MSE | r | MSE | r |
| 1 | MLP | 0.02688 | 0.77322 | 0.03070 | 0.77021 | 0.02501 | 0.78114 | 2 | FTLRNN | 0.000254 | 0.99809 | 0.00201 | 0.98701 | 0.000067 | 0.99950 | 3 | RBF | 0.02664 | 0.77544 | 0.03036 | 0.77309 | 0.024704 | 0.784138 |
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